----------------------------------------------------------------------------------------
      name:  <unnamed>
       log:  /Users/rachaelhinkle/Dropbox/USCOA.all/pubPanelEffects/R&P_replication_file
> s _R&R/policyInfluence.log
  log type:  text
 opened on:  18 May 2021, 09:50:24

. 
. use "policyInfluence.dta", clear

. 
. * Table B.2: Summary Statistics
. sum intraPanDist novelty caseload100 cirPubRate2, detail

                    Ideological Diversity
-------------------------------------------------------------
      Percentiles      Smallest
 1%         .003              0
 5%     .0503333              0
10%     .1033333              0       Obs              233931
25%         .222              0       Sum of Wgt.      233931

50%     .4206667                      Mean           .3825862
                        Largest       Std. Dev.      .1910375
75%         .542       .7693334
90%         .616       .7693334       Variance       .0364953
95%     .6393333       .7693334       Skewness       -.357365
99%     .7246667       .7693334       Kurtosis       2.009762

                        Legal Novelty
-------------------------------------------------------------
      Percentiles      Smallest
 1%            0              0
 5%            0              0
10%            0              0       Obs              233931
25%            0              0       Sum of Wgt.      233931

50%           .2                      Mean           .2536575
                        Largest       Std. Dev.      .2606504
75%     .4166667              1
90%     .6046512              1       Variance       .0679386
95%          .76              1       Skewness       .9419132
99%            1              1       Kurtosis       3.279366

                Cases per Judge (in hundreds)
-------------------------------------------------------------
      Percentiles      Smallest
 1%        1.285          1.158
 5%        2.209          1.158
10%     2.820909          1.158       Obs              233931
25%     3.388333          1.158       Sum of Wgt.      233931

50%     4.366087                      Mean           4.271255
                        Largest       Std. Dev.      1.215039
75%     5.037037       7.395455
90%     5.775833       7.395455       Variance       1.476319
95%        6.315       7.395455       Skewness       -.154678
99%     6.899231       7.395455       Kurtosis       2.706823

               Yearly Circuit Publication Rate
-------------------------------------------------------------
      Percentiles      Smallest
 1%     .0564033       .0564033
 5%     .0587372       .0564033
10%     .0694162       .0564033       Obs              233931
25%     .1337636       .0564033       Sum of Wgt.      233931

50%     .1801353                      Mean           .2432766
                        Largest       Std. Dev.      .1838448
75%      .300879       .9114583
90%     .5747697       .9114583       Variance       .0337989
95%     .6493324       .9114583       Skewness       1.483199
99%     .8175803       .9114583       Kurtosis       4.374025

. tab published

  Published |
    Opinion |      Freq.     Percent        Cum.
------------+-----------------------------------
          0 |    179,695       76.82       76.82
          1 |     54,236       23.18      100.00
------------+-----------------------------------
      Total |    233,931      100.00

. tab GRbuck

                       GRbuck |      Freq.     Percent        Cum.
------------------------------+-----------------------------------
                   Homogenous |     60,326       25.79       25.79
  Gender Diversity (not Race) |     71,914       30.74       56.53
Racial Diversity (not Gender) |     44,825       19.16       75.69
  Gender and Racial Diversity |     56,866       24.31      100.00
------------------------------+-----------------------------------
                        Total |    233,931      100.00

. tab amicus

     Amicus |
Participati |
         on |      Freq.     Percent        Cum.
------------+-----------------------------------
          0 |    229,495       98.10       98.10
          1 |      4,436        1.90      100.00
------------+-----------------------------------
      Total |    233,931      100.00

. tab oralArg

       Oral |
   Argument |      Freq.     Percent        Cum.
------------+-----------------------------------
          0 |    151,704       64.85       64.85
          1 |     82,227       35.15      100.00
------------+-----------------------------------
      Total |    233,931      100.00

. tab DJpub

   District |
      Judge |
  Published |      Freq.     Percent        Cum.
------------+-----------------------------------
          0 |    222,592       95.15       95.15
          1 |     11,339        4.85      100.00
------------+-----------------------------------
      Total |    233,931      100.00

. tab dissent

 Dissent or |
 Dissent in |
       Part |      Freq.     Percent        Cum.
------------+-----------------------------------
          0 |    227,125       97.09       97.09
          1 |      6,806        2.91      100.00
------------+-----------------------------------
      Total |    233,931      100.00

. tab affirm

Lower Court |
   Affirmed |      Freq.     Percent        Cum.
------------+-----------------------------------
          0 |     43,874       18.76       18.76
          1 |    190,057       81.24      100.00
------------+-----------------------------------
      Total |    233,931      100.00

. tab perCuriam

    Opinion |
 Explicitly |
Labeled Per |
     Curiam |      Freq.     Percent        Cum.
------------+-----------------------------------
          0 |    138,038       59.01       59.01
          1 |     95,893       40.99      100.00
------------+-----------------------------------
      Total |    233,931      100.00

. tab order

      Order |      Freq.     Percent        Cum.
------------+-----------------------------------
          0 |    199,068       85.10       85.10
          1 |     34,863       14.90      100.00
------------+-----------------------------------
      Total |    233,931      100.00

. tab issue2

             issue2 |      Freq.     Percent        Cum.
--------------------+-----------------------------------
           Criminal |     77,276       33.03       33.03
 Prisoner Petitions |     29,658       12.68       45.71
     Administrative |     37,245       15.92       61.63
Civil, Civil Rights |     44,059       18.83       80.47
       Civil, Other |     41,154       17.59       98.06
         Bankruptcy |      3,498        1.50       99.55
    Original Juris. |      1,041        0.45      100.00
--------------------+-----------------------------------
              Total |    233,931      100.00

. tab cirPrefPub

    Circuit |
      Rules |
  Encourage |
Publication |      Freq.     Percent        Cum.
------------+-----------------------------------
          0 |    229,214       97.98       97.98
          1 |      4,717        2.02      100.00
------------+-----------------------------------
      Total |    233,931      100.00

. tab cirPrefUnpub

    Circuit |
      Rules |
 Discourage |
Publication |      Freq.     Percent        Cum.
------------+-----------------------------------
          0 |    174,874       74.75       74.75
          1 |     59,057       25.25      100.00
------------+-----------------------------------
      Total |    233,931      100.00

. tab cirPubCriteria

    Circuit |
      Rules |
     Detail |
Publication |
   Criteria |      Freq.     Percent        Cum.
------------+-----------------------------------
          0 |     96,759       41.36       41.36
          1 |    137,172       58.64      100.00
------------+-----------------------------------
      Total |    233,931      100.00

. 
. *Table B.3
. probit published i.GRbuck intraPanDist amicus oralArg DJpub dissent novelty affirm per
> Curiam order i.issue2 caseload100 cirPrefPub cirPrefUnpub cirPubCriteria cirPubRate2

Iteration 0:   log likelihood = -126673.04  
Iteration 1:   log likelihood = -66467.959  
Iteration 2:   log likelihood = -64266.834  
Iteration 3:   log likelihood = -64244.492  
Iteration 4:   log likelihood = -64244.478  
Iteration 5:   log likelihood = -64244.478  

Probit regression                                 Number of obs   =     233931
                                                  LR chi2(23)     =  124857.13
                                                  Prob > chi2     =     0.0000
Log likelihood = -64244.478                       Pseudo R2       =     0.4928

---------------------------------------------------------------------------------------
            published |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]
----------------------+----------------------------------------------------------------
               GRbuck |
Gender Diversity ..)  |   -.068614   .0103675    -6.62   0.000     -.088934    -.048294
Racial Diversity ..)  |  -.0247492   .0119933    -2.06   0.039    -.0482557   -.0012427
Gender and Racial ..  |  -.1085613   .0114463    -9.48   0.000    -.1309958   -.0861269
                      |
         intraPanDist |  -.1438259   .0202017    -7.12   0.000    -.1834205   -.1042312
               amicus |   .9424676    .027417    34.38   0.000     .8887313    .9962039
              oralArg |   1.132465   .0087797   128.99   0.000     1.115257    1.149673
                DJpub |   .0813222    .019499     4.17   0.000     .0431049    .1195395
              dissent |   .5364639   .0190517    28.16   0.000     .4991233    .5738044
              novelty |   1.067342   .0157531    67.75   0.000     1.036467    1.098218
               affirm |  -.4121593   .0092714   -44.45   0.000     -.430331   -.3939877
            perCuriam |  -1.090309   .0106462  -102.41   0.000    -1.111176   -1.069443
                order |  -1.165294   .0120732   -96.52   0.000    -1.188957   -1.141631
                      |
               issue2 |
  Prisoner Petitions  |   .2464244   .0137579    17.91   0.000     .2194594    .2733894
      Administrative  |  -.0472385   .0130294    -3.63   0.000    -.0727756   -.0217014
 Civil, Civil Rights  |  -.1004739   .0117757    -8.53   0.000    -.1235538    -.077394
        Civil, Other  |  -.0334962   .0112377    -2.98   0.003    -.0555217   -.0114706
          Bankruptcy  |   .2125561   .0288188     7.38   0.000     .1560723    .2690399
     Original Juris.  |   1.028634   .0514643    19.99   0.000     .9277654    1.129502
                      |
          caseload100 |  -.0503119   .0045898   -10.96   0.000    -.0593077   -.0413161
           cirPrefPub |   .1244445   .0314284     3.96   0.000     .0628459    .1860431
         cirPrefUnpub |   .5226735   .0112679    46.39   0.000     .5005889    .5447582
       cirPubCriteria |   -.545048   .0092658   -58.82   0.000    -.5632086   -.5268873
          cirPubRate2 |   2.075633   .0321603    64.54   0.000       2.0126    2.138666
                _cons |  -.9488383   .0299638   -31.67   0.000    -1.007566   -.8901103
---------------------------------------------------------------------------------------

. estimates store mod

. estout mod, cells((b(star fmt(3)) se(fmt(3) par))) starlevels(* 0.05) stats( N bic aic
> )  label varlabels(_cons Intercept)

-----------------------------------------------
                              mod              
                                b            se
-----------------------------------------------
Published Opinion                              
Homogenous                  0.000           (.)
Gender Diversity (~)       -0.069*      (0.010)
Racial Diversity (~)       -0.025*      (0.012)
Gender and Racial ~y       -0.109*      (0.011)
Ideological Divers~y       -0.144*      (0.020)
Amicus Participation        0.942*      (0.027)
Oral Argument               1.132*      (0.009)
District Judge Pub~d        0.081*      (0.019)
Dissent or Dissent~t        0.536*      (0.019)
Legal Novelty               1.067*      (0.016)
Lower Court Affirmed       -0.412*      (0.009)
Opinion Explicitly~C       -1.090*      (0.011)
Order                      -1.165*      (0.012)
Criminal                    0.000           (.)
Prisoner Petitions          0.246*      (0.014)
Administrative             -0.047*      (0.013)
Civil, Civil Rights        -0.100*      (0.012)
Civil, Other               -0.033*      (0.011)
Bankruptcy                  0.213*      (0.029)
Original Juris.             1.029*      (0.051)
Cases per Judge (i~)       -0.050*      (0.005)
Circuit Rules Enco~t        0.124*      (0.031)
Circuit Rules Disc~a        0.523*      (0.011)
Circuit Rules Deta~n       -0.545*      (0.009)
Yearly Circuit Pub~e        2.076*      (0.032)
Intercept                  -0.949*      (0.030)
-----------------------------------------------
N                      233931.000              
bic                    128785.662              
aic                    128536.956              
-----------------------------------------------

. 
. * Figure 4
. * Low ideological diversity (5%)
. estimates restore mod
(results mod are active now)

. margins, at(GRbuck=(0 1 2 3) intraPanDist=0.057 amicus=0 oralArg=1 DJpub=0 dissent=0 n
> ovelty=0.38 affirm=1 perCuriam=0 order=0 issue2=6 caseload100=3.5 cirPrefPub=0 cirPref
> Unpub=0 cirPubCriteria=0 cirPubRate2 = 0.32)

Adjusted predictions                              Number of obs   =     233931
Model VCE    : OIM

Expression   : Pr(published), predict()

1._at        : GRbuck          =           0
               intraPanDist    =        .057
               amicus          =           0
               oralArg         =           1
               DJpub           =           0
               dissent         =           0
               novelty         =         .38
               affirm          =           1
               perCuriam       =           0
               order           =           0
               issue2          =           6
               caseload100     =         3.5
               cirPrefPub      =           0
               cirPrefUnpub    =           0
               cirPubCrit~a    =           0
               cirPubRate2     =         .32

2._at        : GRbuck          =           1
               intraPanDist    =        .057
               amicus          =           0
               oralArg         =           1
               DJpub           =           0
               dissent         =           0
               novelty         =         .38
               affirm          =           1
               perCuriam       =           0
               order           =           0
               issue2          =           6
               caseload100     =         3.5
               cirPrefPub      =           0
               cirPrefUnpub    =           0
               cirPubCrit~a    =           0
               cirPubRate2     =         .32

3._at        : GRbuck          =           2
               intraPanDist    =        .057
               amicus          =           0
               oralArg         =           1
               DJpub           =           0
               dissent         =           0
               novelty         =         .38
               affirm          =           1
               perCuriam       =           0
               order           =           0
               issue2          =           6
               caseload100     =         3.5
               cirPrefPub      =           0
               cirPrefUnpub    =           0
               cirPubCrit~a    =           0
               cirPubRate2     =         .32

4._at        : GRbuck          =           3
               intraPanDist    =        .057
               amicus          =           0
               oralArg         =           1
               DJpub           =           0
               dissent         =           0
               novelty         =         .38
               affirm          =           1
               perCuriam       =           0
               order           =           0
               issue2          =           6
               caseload100     =         3.5
               cirPrefPub      =           0
               cirPrefUnpub    =           0
               cirPubCrit~a    =           0
               cirPubRate2     =         .32

------------------------------------------------------------------------------
             |            Delta-method
             |     Margin   Std. Err.      z    P>|z|     [95% Conf. Interval]
-------------+----------------------------------------------------------------
         _at |
          1  |   .7335134   .0046078   159.19   0.000     .7244824    .7425445
          2  |   .7105047   .0049931   142.30   0.000     .7007185     .720291
          3  |   .7253218    .005307   136.67   0.000     .7149202    .7357233
          4  |   .6966929   .0054879   126.95   0.000     .6859368    .7074491
------------------------------------------------------------------------------

. * High ideological diversity (95%)
. estimates restore mod
(results mod are active now)

. margins, at(GRbuck=(0 1 2 3) intraPanDist=0.981 amicus=0 oralArg=1 DJpub=0 dissent=0 n
> ovelty=0.38 affirm=1 perCuriam=0 order=0 issue2=6 caseload100=3.5 cirPrefPub=0 cirPref
> Unpub=0 cirPubCriteria=0 cirPubRate2 = 0.32)

Adjusted predictions                              Number of obs   =     233931
Model VCE    : OIM

Expression   : Pr(published), predict()

1._at        : GRbuck          =           0
               intraPanDist    =        .981
               amicus          =           0
               oralArg         =           1
               DJpub           =           0
               dissent         =           0
               novelty         =         .38
               affirm          =           1
               perCuriam       =           0
               order           =           0
               issue2          =           6
               caseload100     =         3.5
               cirPrefPub      =           0
               cirPrefUnpub    =           0
               cirPubCrit~a    =           0
               cirPubRate2     =         .32

2._at        : GRbuck          =           1
               intraPanDist    =        .981
               amicus          =           0
               oralArg         =           1
               DJpub           =           0
               dissent         =           0
               novelty         =         .38
               affirm          =           1
               perCuriam       =           0
               order           =           0
               issue2          =           6
               caseload100     =         3.5
               cirPrefPub      =           0
               cirPrefUnpub    =           0
               cirPubCrit~a    =           0
               cirPubRate2     =         .32

3._at        : GRbuck          =           2
               intraPanDist    =        .981
               amicus          =           0
               oralArg         =           1
               DJpub           =           0
               dissent         =           0
               novelty         =         .38
               affirm          =           1
               perCuriam       =           0
               order           =           0
               issue2          =           6
               caseload100     =         3.5
               cirPrefPub      =           0
               cirPrefUnpub    =           0
               cirPubCrit~a    =           0
               cirPubRate2     =         .32

4._at        : GRbuck          =           3
               intraPanDist    =        .981
               amicus          =           0
               oralArg         =           1
               DJpub           =           0
               dissent         =           0
               novelty         =         .38
               affirm          =           1
               perCuriam       =           0
               order           =           0
               issue2          =           6
               caseload100     =         3.5
               cirPrefPub      =           0
               cirPrefUnpub    =           0
               cirPubCrit~a    =           0
               cirPubRate2     =         .32

------------------------------------------------------------------------------
             |            Delta-method
             |     Margin   Std. Err.      z    P>|z|     [95% Conf. Interval]
-------------+----------------------------------------------------------------
         _at |
          1  |   .6881378   .0063441   108.47   0.000     .6757036     .700572
          2  |   .6634746   .0063031   105.26   0.000     .6511207    .6758286
          3  |   .6793313   .0064471   105.37   0.000     .6666951    .6919674
          4  |   .6487758   .0067221    96.51   0.000     .6356007    .6619508
------------------------------------------------------------------------------

. 
. 
. *Online Appendix C.1
. probit published i.Gbuck##i.Rbuck intraPanDist amicus oralArg DJpub dissent novelty af
> firm perCuriam order i.issue2 caseload100 cirPrefPub cirPrefUnpub cirPubCriteria cirPu
> bRate2

Iteration 0:   log likelihood = -126673.04  
Iteration 1:   log likelihood = -66421.098  
Iteration 2:   log likelihood = -64225.207  
Iteration 3:   log likelihood = -64202.726  
Iteration 4:   log likelihood = -64202.711  
Iteration 5:   log likelihood = -64202.711  

Probit regression                                 Number of obs   =     233931
                                                  LR chi2(31)     =  124940.66
                                                  Prob > chi2     =     0.0000
Log likelihood = -64202.711                       Pseudo R2       =     0.4932

---------------------------------------------------------------------------------------
            published |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]
----------------------+----------------------------------------------------------------
                Gbuck |
Gender Diversity: ..  |  -.0437477   .0109493    -4.00   0.000    -.0652079   -.0222874
Gender Diversity: ..  |  -.1658661   .0172126    -9.64   0.000    -.1996023     -.13213
                      |
                Rbuck |
Racial Diversity: ..  |  -.0184567   .0124523    -1.48   0.138    -.0428627    .0059493
Racial Diversity: ..  |  -.0761322   .0278007    -2.74   0.006    -.1306205   -.0216439
Racial Diversity: ..  |  -.0410599   .1177984    -0.35   0.727    -.2719405    .1898206
                      |
          Gbuck#Rbuck |
Gender Diversity: .. #|
Racial Diversity: ..  |  -.0267855   .0177606    -1.51   0.132    -.0615957    .0080247
Gender Diversity: .. #|
Racial Diversity: ..  |   .0323684   .0386663     0.84   0.403    -.0434161    .1081529
Gender Diversity: .. #|
Racial Diversity: ..  |   .0570081   .1609703     0.35   0.723    -.2584878     .372504
Gender Diversity: .. #|
Racial Diversity: ..  |  -.0195429    .028018    -0.70   0.485    -.0744572    .0353714
Gender Diversity: .. #|
Racial Diversity: ..  |   .1158525   .0572022     2.03   0.043     .0037382    .2279669
Gender Diversity: .. #|
Racial Diversity: ..  |   .1940131    .262789     0.74   0.460     -.321044    .7090701
                      |
         intraPanDist |  -.1447332    .020209    -7.16   0.000    -.1843422   -.1051242
               amicus |   .9433621   .0274359    34.38   0.000     .8895888    .9971354
              oralArg |   1.133307   .0087864   128.98   0.000     1.116086    1.150528
                DJpub |   .0813066   .0195064     4.17   0.000     .0430747    .1195385
              dissent |   .5377167   .0190584    28.21   0.000     .5003629    .5750705
              novelty |   1.066666   .0157572    67.69   0.000     1.035782    1.097549
               affirm |   -.411924   .0092741   -44.42   0.000    -.4301009   -.3937472
            perCuriam |   -1.09227   .0106503  -102.56   0.000    -1.113144   -1.071396
                order |  -1.166342   .0120785   -96.56   0.000    -1.190016   -1.142669
                      |
               issue2 |
  Prisoner Petitions  |   .2462301   .0137612    17.89   0.000     .2192585    .2732016
      Administrative  |   -.047927   .0130337    -3.68   0.000    -.0734725   -.0223815
 Civil, Civil Rights  |  -.1007836   .0117803    -8.56   0.000    -.1238727   -.0776946
        Civil, Other  |  -.0337666   .0112434    -3.00   0.003    -.0558033     -.01173
          Bankruptcy  |   .2127401   .0288202     7.38   0.000     .1562535    .2692267
     Original Juris.  |    1.02728   .0514692    19.96   0.000      .926402    1.128158
                      |
          caseload100 |  -.0499864   .0045953   -10.88   0.000    -.0589931   -.0409797
           cirPrefPub |   .1187343   .0314449     3.78   0.000     .0571034    .1803652
         cirPrefUnpub |   .5273485   .0113154    46.60   0.000     .5051708    .5495262
       cirPubCriteria |  -.5413764   .0093109   -58.14   0.000    -.5596255   -.5231274
          cirPubRate2 |   2.074075   .0322199    64.37   0.000     2.010925    2.137225
                _cons |   -.951158   .0300015   -31.70   0.000     -1.00996   -.8923562
---------------------------------------------------------------------------------------

. estimates store modAlt1

. 
. *Figure C1: Pred probability of publication, median published case
. estimates restore modAlt1
(results modAlt1 are active now)

. margins, at(Gbuck=(0 1 2) Rbuck=(0 1 2 3) intraPanDist=0.639 amicus=0 oralArg=1 DJpub=
> 0 dissent=0 novelty=0.38 affirm=1 perCuriam=0 order=0 issue2=6 caseload100=3.5 cirPref
> Pub=0 cirPrefUnpub=0 cirPubCriteria=0 cirPubRate2 = 0.32)

Adjusted predictions                              Number of obs   =     233931
Model VCE    : OIM

Expression   : Pr(published), predict()

1._at        : Gbuck           =           0
               Rbuck           =           0
               intraPanDist    =        .639
               amicus          =           0
               oralArg         =           1
               DJpub           =           0
               dissent         =           0
               novelty         =         .38
               affirm          =           1
               perCuriam       =           0
               order           =           0
               issue2          =           6
               caseload100     =         3.5
               cirPrefPub      =           0
               cirPrefUnpub    =           0
               cirPubCrit~a    =           0
               cirPubRate2     =         .32

2._at        : Gbuck           =           0
               Rbuck           =           1
               intraPanDist    =        .639
               amicus          =           0
               oralArg         =           1
               DJpub           =           0
               dissent         =           0
               novelty         =         .38
               affirm          =           1
               perCuriam       =           0
               order           =           0
               issue2          =           6
               caseload100     =         3.5
               cirPrefPub      =           0
               cirPrefUnpub    =           0
               cirPubCrit~a    =           0
               cirPubRate2     =         .32

3._at        : Gbuck           =           0
               Rbuck           =           2
               intraPanDist    =        .639
               amicus          =           0
               oralArg         =           1
               DJpub           =           0
               dissent         =           0
               novelty         =         .38
               affirm          =           1
               perCuriam       =           0
               order           =           0
               issue2          =           6
               caseload100     =         3.5
               cirPrefPub      =           0
               cirPrefUnpub    =           0
               cirPubCrit~a    =           0
               cirPubRate2     =         .32

4._at        : Gbuck           =           0
               Rbuck           =           3
               intraPanDist    =        .639
               amicus          =           0
               oralArg         =           1
               DJpub           =           0
               dissent         =           0
               novelty         =         .38
               affirm          =           1
               perCuriam       =           0
               order           =           0
               issue2          =           6
               caseload100     =         3.5
               cirPrefPub      =           0
               cirPrefUnpub    =           0
               cirPubCrit~a    =           0
               cirPubRate2     =         .32

5._at        : Gbuck           =           1
               Rbuck           =           0
               intraPanDist    =        .639
               amicus          =           0
               oralArg         =           1
               DJpub           =           0
               dissent         =           0
               novelty         =         .38
               affirm          =           1
               perCuriam       =           0
               order           =           0
               issue2          =           6
               caseload100     =         3.5
               cirPrefPub      =           0
               cirPrefUnpub    =           0
               cirPubCrit~a    =           0
               cirPubRate2     =         .32

6._at        : Gbuck           =           1
               Rbuck           =           1
               intraPanDist    =        .639
               amicus          =           0
               oralArg         =           1
               DJpub           =           0
               dissent         =           0
               novelty         =         .38
               affirm          =           1
               perCuriam       =           0
               order           =           0
               issue2          =           6
               caseload100     =         3.5
               cirPrefPub      =           0
               cirPrefUnpub    =           0
               cirPubCrit~a    =           0
               cirPubRate2     =         .32

7._at        : Gbuck           =           1
               Rbuck           =           2
               intraPanDist    =        .639
               amicus          =           0
               oralArg         =           1
               DJpub           =           0
               dissent         =           0
               novelty         =         .38
               affirm          =           1
               perCuriam       =           0
               order           =           0
               issue2          =           6
               caseload100     =         3.5
               cirPrefPub      =           0
               cirPrefUnpub    =           0
               cirPubCrit~a    =           0
               cirPubRate2     =         .32

8._at        : Gbuck           =           1
               Rbuck           =           3
               intraPanDist    =        .639
               amicus          =           0
               oralArg         =           1
               DJpub           =           0
               dissent         =           0
               novelty         =         .38
               affirm          =           1
               perCuriam       =           0
               order           =           0
               issue2          =           6
               caseload100     =         3.5
               cirPrefPub      =           0
               cirPrefUnpub    =           0
               cirPubCrit~a    =           0
               cirPubRate2     =         .32

9._at        : Gbuck           =           2
               Rbuck           =           0
               intraPanDist    =        .639
               amicus          =           0
               oralArg         =           1
               DJpub           =           0
               dissent         =           0
               novelty         =         .38
               affirm          =           1
               perCuriam       =           0
               order           =           0
               issue2          =           6
               caseload100     =         3.5
               cirPrefPub      =           0
               cirPrefUnpub    =           0
               cirPubCrit~a    =           0
               cirPubRate2     =         .32

10._at       : Gbuck           =           2
               Rbuck           =           1
               intraPanDist    =        .639
               amicus          =           0
               oralArg         =           1
               DJpub           =           0
               dissent         =           0
               novelty         =         .38
               affirm          =           1
               perCuriam       =           0
               order           =           0
               issue2          =           6
               caseload100     =         3.5
               cirPrefPub      =           0
               cirPrefUnpub    =           0
               cirPubCrit~a    =           0
               cirPubRate2     =         .32

11._at       : Gbuck           =           2
               Rbuck           =           2
               intraPanDist    =        .639
               amicus          =           0
               oralArg         =           1
               DJpub           =           0
               dissent         =           0
               novelty         =         .38
               affirm          =           1
               perCuriam       =           0
               order           =           0
               issue2          =           6
               caseload100     =         3.5
               cirPrefPub      =           0
               cirPrefUnpub    =           0
               cirPubCrit~a    =           0
               cirPubRate2     =         .32

12._at       : Gbuck           =           2
               Rbuck           =           3
               intraPanDist    =        .639
               amicus          =           0
               oralArg         =           1
               DJpub           =           0
               dissent         =           0
               novelty         =         .38
               affirm          =           1
               perCuriam       =           0
               order           =           0
               issue2          =           6
               caseload100     =         3.5
               cirPrefPub      =           0
               cirPrefUnpub    =           0
               cirPubCrit~a    =           0
               cirPubRate2     =         .32

------------------------------------------------------------------------------
             |            Delta-method
             |     Margin   Std. Err.      z    P>|z|     [95% Conf. Interval]
-------------+----------------------------------------------------------------
         _at |
          1  |   .7047316   .0048142   146.39   0.000     .6952959    .7141672
          2  |   .6983293   .0052355   133.38   0.000     .6880679    .7085907
          3  |   .6779328   .0105525    64.24   0.000     .6572503    .6986153
          4  |   .6904049   .0416814    16.56   0.000     .6087108    .7720989
          5  |   .6894566   .0049682   138.78   0.000     .6797192     .699194
          6  |   .6733088   .0056725   118.70   0.000     .6621909    .6844267
          7  |   .6738419   .0103369    65.19   0.000     .6535819    .6941018
          8  |   .6950649   .0386065    18.00   0.000     .6193975    .7707323
          9  |   .6451251   .0072211    89.34   0.000     .6309719    .6592782
         10  |   .6308828   .0087973    71.71   0.000     .6136404    .6481253
         11  |   .6597982   .0180126    36.63   0.000     .6244942    .6951022
         12  |   .7002589   .0815919     8.58   0.000     .5403417     .860176
------------------------------------------------------------------------------

. 
. *Table C1
. estout modAlt1, cells((b(star fmt(3)) se(fmt(3) par))) starlevels(* 0.05) stats( N bic
>  aic)  label varlabels(_cons Intercept)

-----------------------------------------------
                          modAlt1              
                                b            se
-----------------------------------------------
Published Opinion                              
Homogeneous                 0.000           (.)
Gender Diversity: ~n       -0.044*      (0.011)
Gender Diversity: ~n       -0.166*      (0.017)
Homogeneous                 0.000           (.)
Racial Diversity: ~y       -0.018       (0.012)
Racial Diversity: ~s       -0.076*      (0.028)
Racial Diversity: ~s       -0.041       (0.118)
Homogeneous # Homo~s        0.000           (.)
Homogeneous # Raci~         0.000           (.)
Homogeneous # Raci~         0.000           (.)
Homogeneous # Raci~         0.000           (.)
Gender Diversity: ~o        0.000           (.)
Gender Diversity: ~i       -0.027       (0.018)
Gender Diversity: ~i        0.032       (0.039)
Gender Diversity: ~i        0.057       (0.161)
Gender Diversity: ~o        0.000           (.)
Gender Diversity: ~i       -0.020       (0.028)
Gender Diversity: ~i        0.116*      (0.057)
Gender Diversity: ~i        0.194       (0.263)
Ideological Divers~y       -0.145*      (0.020)
Amicus Participation        0.943*      (0.027)
Oral Argument               1.133*      (0.009)
District Judge Pub~d        0.081*      (0.020)
Dissent or Dissent~t        0.538*      (0.019)
Legal Novelty               1.067*      (0.016)
Lower Court Affirmed       -0.412*      (0.009)
Opinion Explicitly~C       -1.092*      (0.011)
Order                      -1.166*      (0.012)
Criminal                    0.000           (.)
Prisoner Petitions          0.246*      (0.014)
Administrative             -0.048*      (0.013)
Civil, Civil Rights        -0.101*      (0.012)
Civil, Other               -0.034*      (0.011)
Bankruptcy                  0.213*      (0.029)
Original Juris.             1.027*      (0.051)
Cases per Judge (i~)       -0.050*      (0.005)
Circuit Rules Enco~t        0.119*      (0.031)
Circuit Rules Disc~a        0.527*      (0.011)
Circuit Rules Deta~n       -0.541*      (0.009)
Yearly Circuit Pub~e        2.074*      (0.032)
Intercept                  -0.951*      (0.030)
-----------------------------------------------
N                      233931.000              
bic                    128801.031              
aic                    128469.422              
-----------------------------------------------

. 
. 
. *Online Appendix C.2
. probit published i.GRbuck intraPanDist amicus oralArg DJpub dissent novelty affirm per
> Curiam order caseload100 cirPrefPub cirPrefUnpub cirPubCriteria cirPubRate2 if issue2 
> == 1

Iteration 0:   log likelihood = -38800.156  
Iteration 1:   log likelihood = -19145.452  
Iteration 2:   log likelihood = -18168.831  
Iteration 3:   log likelihood = -18148.934  
Iteration 4:   log likelihood =  -18148.93  
Iteration 5:   log likelihood =  -18148.93  

Probit regression                                 Number of obs   =      77276
                                                  LR chi2(17)     =   41302.45
                                                  Prob > chi2     =     0.0000
Log likelihood =  -18148.93                       Pseudo R2       =     0.5322

---------------------------------------------------------------------------------------
            published |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]
----------------------+----------------------------------------------------------------
               GRbuck |
Gender Diversity ..)  |  -.1229644   .0192616    -6.38   0.000    -.1607165   -.0852123
Racial Diversity ..)  |  -.0978919   .0226684    -4.32   0.000    -.1423211   -.0534626
Gender and Racial ..  |  -.1699644   .0219299    -7.75   0.000    -.2129463   -.1269825
                      |
         intraPanDist |  -.2134463   .0382149    -5.59   0.000    -.2883461   -.1385465
               amicus |   1.065056   .1256176     8.48   0.000       .81885    1.311262
              oralArg |    1.22342    .015947    76.72   0.000     1.192165    1.254676
                DJpub |  -.0128013   .0355027    -0.36   0.718    -.0823852    .0567826
              dissent |   .6376528   .0408881    15.60   0.000     .5575137     .717792
              novelty |   1.376571   .0334395    41.17   0.000     1.311031    1.442111
               affirm |  -.4505689   .0185613   -24.27   0.000    -.4869484   -.4141894
            perCuriam |  -1.241066   .0201913   -61.47   0.000     -1.28064   -1.201492
                order |  -1.762444   .0260174   -67.74   0.000    -1.813437   -1.711451
          caseload100 |   .0186596   .0091684     2.04   0.042     .0006898    .0366294
           cirPrefPub |   .0652979   .0595673     1.10   0.273    -.0514518    .1820475
         cirPrefUnpub |   .4438308   .0210532    21.08   0.000     .4025673    .4850942
       cirPubCriteria |  -.6932695   .0176595   -39.26   0.000    -.7278814   -.6586576
          cirPubRate2 |    2.22414   .0579301    38.39   0.000     2.110599     2.33768
                _cons |  -1.101202   .0564652   -19.50   0.000    -1.211872   -.9905321
---------------------------------------------------------------------------------------

. estimates store modCrim

. probit published i.GRbuck intraPanDist amicus oralArg DJpub dissent novelty affirm per
> Curiam order caseload100 cirPrefPub cirPrefUnpub cirPubCriteria cirPubRate2 if issue2 
> == 4

Iteration 0:   log likelihood = -23189.723  
Iteration 1:   log likelihood = -11481.734  
Iteration 2:   log likelihood = -10954.242  
Iteration 3:   log likelihood = -10946.462  
Iteration 4:   log likelihood = -10946.451  
Iteration 5:   log likelihood = -10946.451  

Probit regression                                 Number of obs   =      44059
                                                  LR chi2(17)     =   24486.54
                                                  Prob > chi2     =     0.0000
Log likelihood = -10946.451                       Pseudo R2       =     0.5280

---------------------------------------------------------------------------------------
            published |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]
----------------------+----------------------------------------------------------------
               GRbuck |
Gender Diversity ..)  |  -.0801899   .0248259    -3.23   0.001    -.1288478   -.0315321
Racial Diversity ..)  |  -.0657321   .0290757    -2.26   0.024    -.1227194   -.0087448
Gender and Racial ..  |  -.1142541    .027468    -4.16   0.000    -.1680905   -.0604178
                      |
         intraPanDist |  -.2048201   .0486623    -4.21   0.000    -.3001963   -.1094438
               amicus |   .8539649   .0496906    17.19   0.000     .7565732    .9513567
              oralArg |   1.216937   .0210859    57.71   0.000     1.175609    1.258264
                DJpub |   .1960746   .0481277     4.07   0.000      .101746    .2904031
              dissent |    .558558   .0425341    13.13   0.000     .4751927    .6419234
              novelty |   .9962863   .0387296    25.72   0.000     .9203777    1.072195
               affirm |  -.5148959   .0215207   -23.93   0.000    -.5570757   -.4727161
            perCuriam |   -1.06284   .0245383   -43.31   0.000    -1.110934   -1.014746
                order |  -1.302655   .0281799   -46.23   0.000    -1.357886   -1.247423
          caseload100 |  -.0241842    .011252    -2.15   0.032    -.0462377   -.0021307
           cirPrefPub |  -.0936451   .0704392    -1.33   0.184    -.2317034    .0444132
         cirPrefUnpub |   .5320988   .0264358    20.13   0.000     .4802856     .583912
       cirPubCriteria |  -.4295662   .0218132   -19.69   0.000    -.4723193    -.386813
          cirPubRate2 |   2.322251   .0744476    31.19   0.000     2.176337    2.468166
                _cons |  -1.187918   .0706601   -16.81   0.000    -1.326409   -1.049427
---------------------------------------------------------------------------------------

. estimates store modCivR

. probit published i.GRbuck intraPanDist amicus oralArg DJpub dissent novelty affirm per
> Curiam order caseload100 cirPrefPub cirPrefUnpub cirPubCriteria cirPubRate2 if issue2 
> == 6

Iteration 0:   log likelihood = -27640.371  
Iteration 1:   log likelihood = -15531.802  
Iteration 2:   log likelihood = -15267.209  
Iteration 3:   log likelihood = -15266.563  
Iteration 4:   log likelihood = -15266.563  

Probit regression                                 Number of obs   =      41154
                                                  LR chi2(17)     =   24747.62
                                                  Prob > chi2     =     0.0000
Log likelihood = -15266.563                       Pseudo R2       =     0.4477

---------------------------------------------------------------------------------------
            published |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]
----------------------+----------------------------------------------------------------
               GRbuck |
Gender Diversity ..)  |  -.0955977   .0215856    -4.43   0.000    -.1379047   -.0532908
Racial Diversity ..)  |   -.035972   .0250016    -1.44   0.150    -.0849741    .0130302
Gender and Racial ..  |  -.0992857   .0237222    -4.19   0.000    -.1457805    -.052791
                      |
         intraPanDist |  -.1143675    .041827    -2.73   0.006     -.196347   -.0323881
               amicus |   .9473508   .0407434    23.25   0.000     .8674952    1.027206
              oralArg |   1.113675   .0203948    54.61   0.000     1.073702    1.153649
                DJpub |   .2103357   .0418738     5.02   0.000     .1282646    .2924067
              dissent |   .2528716   .0348252     7.26   0.000     .1846155    .3211277
              novelty |   .6004052   .0284048    21.14   0.000     .5447329    .6560774
               affirm |  -.4349998   .0179281   -24.26   0.000    -.4701383   -.3998614
            perCuriam |   -1.24724   .0227885   -54.73   0.000    -1.291905   -1.202575
                order |   -1.48693   .0283827   -52.39   0.000    -1.542559   -1.431301
          caseload100 |  -.0259519   .0094005    -2.76   0.006    -.0443765   -.0075272
           cirPrefPub |  -.1246545   .0635142    -1.96   0.050      -.24914    -.000169
         cirPrefUnpub |   .6510525   .0234103    27.81   0.000     .6051692    .6969359
       cirPubCriteria |  -.4465946   .0186252   -23.98   0.000    -.4830994   -.4100898
          cirPubRate2 |    2.31128     .06975    33.14   0.000     2.174573    2.447988
                _cons |  -.9292491   .0602855   -15.41   0.000    -1.047407   -.8110916
---------------------------------------------------------------------------------------

. estimates store modCiv

. probit published i.GRbuck intraPanDist amicus oralArg DJpub dissent novelty affirm per
> Curiam order caseload100 cirPrefPub cirPrefUnpub cirPubCriteria cirPubRate2 if issue2 
> == 3

Iteration 0:   log likelihood = -15853.094  
Iteration 1:   log likelihood = -8626.5001  
Iteration 2:   log likelihood = -8394.8834  
Iteration 3:   log likelihood = -8393.5951  
Iteration 4:   log likelihood = -8393.5951  

Probit regression                                 Number of obs   =      37245
                                                  LR chi2(17)     =   14919.00
                                                  Prob > chi2     =     0.0000
Log likelihood = -8393.5951                       Pseudo R2       =     0.4705

---------------------------------------------------------------------------------------
            published |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]
----------------------+----------------------------------------------------------------
               GRbuck |
Gender Diversity ..)  |   .0256855   .0292743     0.88   0.380    -.0316911     .083062
Racial Diversity ..)  |   .0076928    .032941     0.23   0.815    -.0568703    .0722559
Gender and Racial ..  |   .0415402   .0302971     1.37   0.170    -.0178411    .1009215
                      |
         intraPanDist |   -.010642   .0543363    -0.20   0.845    -.1171393    .0958553
               amicus |   1.014652   .0850796    11.93   0.000     .8478993    1.181405
              oralArg |   1.195554   .0232684    51.38   0.000     1.149949    1.241159
                DJpub |   -.045857   .0674221    -0.68   0.496     -.178002    .0862879
              dissent |   .6490337   .0520678    12.47   0.000     .5469827    .7510847
              novelty |   1.533657   .0432017    35.50   0.000     1.448984    1.618331
               affirm |  -.2290083   .0243033    -9.42   0.000    -.2766419   -.1813746
            perCuriam |  -.6466178   .0300241   -21.54   0.000    -.7054639   -.5877716
                order |  -.6684659   .0314985   -21.22   0.000    -.7302019   -.6067299
          caseload100 |  -.0096793   .0124031    -0.78   0.435     -.033989    .0146305
           cirPrefPub |   .3852836   .0796743     4.84   0.000     .2291248    .5414424
         cirPrefUnpub |   .3282312     .03583     9.16   0.000     .2580056    .3984568
       cirPubCriteria |  -.4559542   .0261206   -17.46   0.000    -.5071497   -.4047588
          cirPubRate2 |   2.440689   .1016833    24.00   0.000     2.241393    2.639985
                _cons |    -1.8678   .0880563   -21.21   0.000    -2.040387   -1.695213
---------------------------------------------------------------------------------------

. estimates store modAdmin

. probit published i.GRbuck intraPanDist amicus oralArg DJpub dissent novelty affirm per
> Curiam order caseload100 cirPrefPub cirPrefUnpub cirPubCriteria cirPubRate2 if issue2 
> == 2

Iteration 0:   log likelihood =  -13874.74  
Iteration 1:   log likelihood = -8092.4608  
Iteration 2:   log likelihood = -7771.5634  
Iteration 3:   log likelihood = -7765.0972  
Iteration 4:   log likelihood = -7765.0813  
Iteration 5:   log likelihood = -7765.0813  

Probit regression                                 Number of obs   =      29658
                                                  LR chi2(17)     =   12219.32
                                                  Prob > chi2     =     0.0000
Log likelihood = -7765.0813                       Pseudo R2       =     0.4403

---------------------------------------------------------------------------------------
            published |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]
----------------------+----------------------------------------------------------------
               GRbuck |
Gender Diversity ..)  |  -.0110224   .0298441    -0.37   0.712    -.0695158    .0474709
Racial Diversity ..)  |   .0765816   .0339953     2.25   0.024      .009952    .1432111
Gender and Racial ..  |  -.1220245   .0339377    -3.60   0.000    -.1885411   -.0555079
                      |
         intraPanDist |   -.193899   .0588729    -3.29   0.001    -.3092878   -.0785102
               amicus |   .9356911   .1405827     6.66   0.000      .660154    1.211228
              oralArg |   1.021838   .0277687    36.80   0.000     .9674123    1.076264
                DJpub |   .0773247   .0484367     1.60   0.110    -.0176095     .172259
              dissent |   .8357435    .055399    15.09   0.000     .7271634    .9443236
              novelty |   .9882888   .0496344    19.91   0.000     .8910071     1.08557
               affirm |  -.4818775   .0303155   -15.90   0.000    -.5412947   -.4224603
            perCuriam |   -1.02568   .0327876   -31.28   0.000    -1.089943   -.9614178
                order |  -.4263394   .0344377   -12.38   0.000    -.4938361   -.3588427
          caseload100 |  -.1702532   .0150436   -11.32   0.000     -.199738   -.1407684
           cirPrefPub |   .3089337   .1268298     2.44   0.015     .0603519    .5575156
         cirPrefUnpub |   .7339609   .0368885    19.90   0.000     .6616607     .806261
       cirPubCriteria |  -.6216588   .0301321   -20.63   0.000    -.6807167    -.562601
          cirPubRate2 |   1.039041   .1028324    10.10   0.000     .8374932    1.240589
                _cons |  -.0686259   .0893649    -0.77   0.443    -.2437778     .106526
---------------------------------------------------------------------------------------

. estimates store modPrPet

. 
. *Table C.2
. estout modCrim modCivR modCiv modAdmin modPrPet, cells(b(star fmt(3)) se(fmt(3) par)) 
> starlevels(* 0.05) stats( N bic aic)  label varlabels(_cons Intercept)

----------------------------------------------------------------------------------------
> --
                          modCrim       modCivR        modCiv      modAdmin      modPrPe
> t 
                             b/se          b/se          b/se          b/se          b/s
> e 
----------------------------------------------------------------------------------------
> --
Published Opinion                                                                       
>   
Homogenous                  0.000         0.000         0.000         0.000         0.00
> 0 
                              (.)           (.)           (.)           (.)           (.
> ) 
Gender Diversity (~)       -0.123*       -0.080*       -0.096*        0.026        -0.01
> 1 
                          (0.019)       (0.025)       (0.022)       (0.029)       (0.030
> ) 
Racial Diversity (~)       -0.098*       -0.066*       -0.036         0.008         0.07
> 7*
                          (0.023)       (0.029)       (0.025)       (0.033)       (0.034
> ) 
Gender and Racial ~y       -0.170*       -0.114*       -0.099*        0.042        -0.12
> 2*
                          (0.022)       (0.027)       (0.024)       (0.030)       (0.034
> ) 
Ideological Divers~y       -0.213*       -0.205*       -0.114*       -0.011        -0.19
> 4*
                          (0.038)       (0.049)       (0.042)       (0.054)       (0.059
> ) 
Amicus Participation        1.065*        0.854*        0.947*        1.015*        0.93
> 6*
                          (0.126)       (0.050)       (0.041)       (0.085)       (0.141
> ) 
Oral Argument               1.223*        1.217*        1.114*        1.196*        1.02
> 2*
                          (0.016)       (0.021)       (0.020)       (0.023)       (0.028
> ) 
District Judge Pub~d       -0.013         0.196*        0.210*       -0.046         0.07
> 7 
                          (0.036)       (0.048)       (0.042)       (0.067)       (0.048
> ) 
Dissent or Dissent~t        0.638*        0.559*        0.253*        0.649*        0.83
> 6*
                          (0.041)       (0.043)       (0.035)       (0.052)       (0.055
> ) 
Legal Novelty               1.377*        0.996*        0.600*        1.534*        0.98
> 8*
                          (0.033)       (0.039)       (0.028)       (0.043)       (0.050
> ) 
Lower Court Affirmed       -0.451*       -0.515*       -0.435*       -0.229*       -0.48
> 2*
                          (0.019)       (0.022)       (0.018)       (0.024)       (0.030
> ) 
Opinion Explicitly~C       -1.241*       -1.063*       -1.247*       -0.647*       -1.02
> 6*
                          (0.020)       (0.025)       (0.023)       (0.030)       (0.033
> ) 
Order                      -1.762*       -1.303*       -1.487*       -0.668*       -0.42
> 6*
                          (0.026)       (0.028)       (0.028)       (0.031)       (0.034
> ) 
Cases per Judge (i~)        0.019*       -0.024*       -0.026*       -0.010        -0.17
> 0*
                          (0.009)       (0.011)       (0.009)       (0.012)       (0.015
> ) 
Circuit Rules Enco~t        0.065        -0.094        -0.125*        0.385*        0.30
> 9*
                          (0.060)       (0.070)       (0.064)       (0.080)       (0.127
> ) 
Circuit Rules Disc~a        0.444*        0.532*        0.651*        0.328*        0.73
> 4*
                          (0.021)       (0.026)       (0.023)       (0.036)       (0.037
> ) 
Circuit Rules Deta~n       -0.693*       -0.430*       -0.447*       -0.456*       -0.62
> 2*
                          (0.018)       (0.022)       (0.019)       (0.026)       (0.030
> ) 
Yearly Circuit Pub~e        2.224*        2.322*        2.311*        2.441*        1.03
> 9*
                          (0.058)       (0.074)       (0.070)       (0.102)       (0.103
> ) 
Intercept                  -1.101*       -1.188*       -0.929*       -1.868*       -0.06
> 9 
                          (0.056)       (0.071)       (0.060)       (0.088)       (0.089
> ) 
----------------------------------------------------------------------------------------
> --
N                       77276.000     44059.000     41154.000     37245.000     29658.00
> 0 
bic                     36500.453     22085.381     30724.377     16976.645     15715.51
> 7 
aic                     36333.861     21928.902     30569.126     16823.190     15566.16
> 3 
----------------------------------------------------------------------------------------
> --

. 
. 
. log close
      name:  <unnamed>
       log:  /Users/rachaelhinkle/Dropbox/USCOA.all/pubPanelEffects/R&P_replication_file
> s _R&R/policyInfluence.log
  log type:  text
 closed on:  18 May 2021, 09:52:14
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